When using the Raster -> Analysis -> Grid (Inverse Distance to a Power)

At the menu just before pressing run, can somebody please explain me the effect 
of the "Weighting power" option in the interpolation process?

I'm trying to make a temperature map based on points representing each weather 
station, containing the yearly averages values of temperature, and when moving 
the number from the 2 (set it by default) to 4, 6 or 10, the map changes 
significantly

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